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Key Questions to answer:

  • What is the profile of my record collection?

  • What are the most expensive records and CDs I own?

  • Which band/artist do I own the most and what is the cost of that?

  • Which record label do I support the most and which did I spent the most?

  • Which subgenre costs the most and which one is worth the most?

  • Is there a difference between autographed and non-authographed records?

  • What is the breakdown of the format and the cost, min price, median price, and max price?

ID Catalog# Artist Artist2 Title Label Format Rating Released release_id CollectionFolder Date Added Collection Media Condition Collection Sleeve Condition Collection Notes Collection Cost Collection Autographed Min Median Max Genre Subgenre
0 33 SD 8283 Yes Yes The Yes Album Atlantic LP, Album, RE, PR; NaN 1971 7116823.0 Vinyl 7/21/19 20:21 NaN NaN NaN 5.50 NaN 2.25 3.87 10.00 Rock Progressive Rock
1 165 RR 6583-1 Mastodon Mastodon Remission Relapse Records 2x12", Album, RE, RM, RP NaN 2017 8863478.0 Vinyl 12/3/16 11:44 NaN NaN NaN 15.00 NaN 7.99 21.67 30.19 Metal Sludge Metal
2 373 CS 8192 The Dave Brubeck Quartet The Dave Brubeck Quartet Time Out Columbia LP, Album NaN 1961 2676016.0 Vinyl 5/5/14 21:16 NaN NaN NaN 20.00 NaN 5.07 26.50 130.00 Jazz Jazz
3 142 SD 3-100 Yes Yes Yessongs Atlantic 3xLP, Album 5.0 1973 8179158.0 Vinyl 4/20/17 19:05 NaN NaN NaN 5.00 NaN 3.95 9.99 20.00 Rock Progressive Rock
4 18 SD 2-908 Yes Yes Tales From Topographic Oceans Atlantic 2xLP, Album, Gat NaN 1973 8535940.0 Vinyl 2/22/20 15:50 NaN NaN NaN 5.50 NaN 7.99 13.49 20.00 Rock Progressive Rock
5 340 SD 18122 Yes Yes Relayer Atlantic LP, Album, Gat NaN 1974 755646.0 Vinyl 9/6/14 11:59 NaN NaN NaN 4.00 NaN 1.13 7.00 30.74 Rock Progressive Rock
6 374 SD 8245 King Crimson King Crimson In The Court Of The Crimson King An Observati... Atlantic LP, Album, RE, PRC NaN 1975 4254321.0 Vinyl 5/5/14 21:14 NaN NaN NaN 12.00 NaN 10.00 17.00 25.00 Rock Progressive Rock
7 255 34224, PZ 34224 Kansas (2) Kansas (2) Leftoverture Kirshner, Kirshner LP, Album 3.0 1976 1476710.0 Vinyl 8/9/15 18:25 NaN NaN NaN 0.86 NaN 1.72 3.82 9.95 Rock Classic Rock
8 341 SD 19132 Yes Yes Fragile Atlantic LP, Album, RE, SRC NaN 1977 2637700.0 Vinyl 9/6/14 11:59 NaN NaN NaN 4.00 NaN 4.50 7.25 14.00 Rock Progressive Rock
9 19 AFL1-3516 Scorpions Scorpions Best Of Scorpions RCA Victor LP, Comp NaN 1979 3632339.0 Vinyl 2/22/20 15:47 NaN NaN NaN 2.00 NaN 4.50 7.99 14.99 Metal Heavy Metal

Some of the labels are separated by commas.

ID Catalog# Artist Artist2 Title Label Format Rating Released release_id CollectionFolder Date Added Collection Media Condition Collection Sleeve Condition Collection Notes Collection Cost Collection Autographed Min Median Max Genre Subgenre 0 1 2 3
0 33 SD 8283 Yes Yes The Yes Album Atlantic LP, Album, RE, PR; NaN 1971 7116823.0 Vinyl 7/21/19 20:21 NaN NaN NaN 5.50 NaN 2.25 3.87 10.00 Rock Progressive Rock Atlantic None None None
1 165 RR 6583-1 Mastodon Mastodon Remission Relapse Records 2x12", Album, RE, RM, RP NaN 2017 8863478.0 Vinyl 12/3/16 11:44 NaN NaN NaN 15.00 NaN 7.99 21.67 30.19 Metal Sludge Metal Relapse Records None None None
2 373 CS 8192 The Dave Brubeck Quartet The Dave Brubeck Quartet Time Out Columbia LP, Album NaN 1961 2676016.0 Vinyl 5/5/14 21:16 NaN NaN NaN 20.00 NaN 5.07 26.50 130.00 Jazz Jazz Columbia None None None
3 142 SD 3-100 Yes Yes Yessongs Atlantic 3xLP, Album 5.0 1973 8179158.0 Vinyl 4/20/17 19:05 NaN NaN NaN 5.00 NaN 3.95 9.99 20.00 Rock Progressive Rock Atlantic None None None
4 18 SD 2-908 Yes Yes Tales From Topographic Oceans Atlantic 2xLP, Album, Gat NaN 1973 8535940.0 Vinyl 2/22/20 15:50 NaN NaN NaN 5.50 NaN 7.99 13.49 20.00 Rock Progressive Rock Atlantic None None None
5 340 SD 18122 Yes Yes Relayer Atlantic LP, Album, Gat NaN 1974 755646.0 Vinyl 9/6/14 11:59 NaN NaN NaN 4.00 NaN 1.13 7.00 30.74 Rock Progressive Rock Atlantic None None None
6 374 SD 8245 King Crimson King Crimson In The Court Of The Crimson King An Observati... Atlantic LP, Album, RE, PRC NaN 1975 4254321.0 Vinyl 5/5/14 21:14 NaN NaN NaN 12.00 NaN 10.00 17.00 25.00 Rock Progressive Rock Atlantic None None None
7 255 34224, PZ 34224 Kansas (2) Kansas (2) Leftoverture Kirshner, Kirshner LP, Album 3.0 1976 1476710.0 Vinyl 8/9/15 18:25 NaN NaN NaN 0.86 NaN 1.72 3.82 9.95 Rock Classic Rock Kirshner Kirshner None None
8 341 SD 19132 Yes Yes Fragile Atlantic LP, Album, RE, SRC NaN 1977 2637700.0 Vinyl 9/6/14 11:59 NaN NaN NaN 4.00 NaN 4.50 7.25 14.00 Rock Progressive Rock Atlantic None None None
9 19 AFL1-3516 Scorpions Scorpions Best Of Scorpions RCA Victor LP, Comp NaN 1979 3632339.0 Vinyl 2/22/20 15:47 NaN NaN NaN 2.00 NaN 4.50 7.99 14.99 Metal Heavy Metal RCA Victor None None None
10 143 MCA 1688, MCA-1688 Steely Dan Steely Dan Aja MCA Records, MCA Records LP, Album, RE 5.0 1980 2457672.0 Vinyl 4/20/17 19:03 NaN NaN NaN 5.00 NaN 2.00 8.99 29.95 Rock Classic Rock MCA Records MCA Records None None
11 17 SD 16019 Yes Yes Drama Atlantic LP, Album, Gat NaN 1980 10123561.0 Vinyl 2/22/20 15:52 NaN NaN NaN 4.00 NaN 2.00 4.55 11.00 Rock Progressive Rock Atlantic None None None
12 149 422-811 492-1 M-1, 811492-1 M-1 Various Various Flashdance (Original Soundtrack From The Motio... Casablanca, Casablanca LP, Album, 26 4.0 1983 2969044.0 Vinyl 4/2/17 18:00 NaN NaN NaN 2.00 NaN 1.00 2.60 5.49 Electronic Synthpop Casablanca Casablanca None None
13 256 GHS 24099 Whitesnake Whitesnake Whitesnake Geffen Records LP, Album 3.0 1987 383094.0 Vinyl 8/9/15 18:23 NaN NaN NaN 0.50 NaN 5.50 9.05 21.49 Rock Classic Rock Geffen Records None None None
14 275 RR 6427-2 The Dillinger Escape Plan The Dillinger Escape Plan Calculating Infinity Relapse Records CD, Album NaN 1999 5536513.0 CD 6/12/15 18:44 NaN NaN NaN 1.00 NaN 0.86 5.51 11.99 Metal Progressive Metal Relapse Records None None None
15 182 HH666-52 Cave In Cave In Jupiter Hydra Head Records CD, Album NaN 2000 416414.0 CD 9/20/16 18:42 NaN NaN NaN 2.00 NaN 4.02 6.85 8.91 Metal Hardcore Hydra Head Records None None None
16 375 IPC-32 Isis (6) Isis (6) Oceanic Ipecac Recordings CD, Album NaN 2002 376473.0 CD 3/25/14 19:51 NaN NaN NaN 7.00 NaN 4.58 6.33 12.97 Metal Post Metal Ipecac Recordings None None None
17 193 J1PV-55425-1 Wyclef Jean Wyclef Jean The Preacher's Son J Records 2xLP, Promo NaN 2003 2092873.0 Vinyl 6/9/16 11:15 NaN NaN Sell 0.50 NaN 1.88 3.88 10.00 Hip Hop Hip Hop J Records None None None
18 146 TZ 7092 Kayo Dot Kayo Dot Choirs Of The Eye Tzadik CD, Album, Cre 5.0 2003 649369.0 CD 4/2/17 18:17 NaN NaN NaN 15.00 Yes 6.66 10.19 16.37 Metal Progressive Metal Tzadik None None None
19 264 EK 93480 Chevelle (2) Chevelle (2) This Type Of Thinking (Could Do Us In) Epic CD, Album NaN 2004 2751295.0 CD 7/14/15 8:39 NaN NaN NaN 10.00 NaN 1.59 2.29 2.99 Rock Alternative Rock Epic None None None

Rename columns

ID Catalog# Artist Artist2 Title Label Format Rating Released release_id CollectionFolder Date Added Collection Media Condition Collection Sleeve Condition Collection Notes Collection Cost Collection Autographed Min Median Max Genre Subgenre Label1 Label2 Label3 Label4
0 33 SD 8283 Yes Yes The Yes Album Atlantic LP, Album, RE, PR; NaN 1971 7116823.0 Vinyl 7/21/19 20:21 NaN NaN NaN 5.5 NaN 2.25 3.87 10.00 Rock Progressive Rock Atlantic None None None
1 165 RR 6583-1 Mastodon Mastodon Remission Relapse Records 2x12", Album, RE, RM, RP NaN 2017 8863478.0 Vinyl 12/3/16 11:44 NaN NaN NaN 15.0 NaN 7.99 21.67 30.19 Metal Sludge Metal Relapse Records None None None
2 373 CS 8192 The Dave Brubeck Quartet The Dave Brubeck Quartet Time Out Columbia LP, Album NaN 1961 2676016.0 Vinyl 5/5/14 21:16 NaN NaN NaN 20.0 NaN 5.07 26.50 130.00 Jazz Jazz Columbia None None None
3 142 SD 3-100 Yes Yes Yessongs Atlantic 3xLP, Album 5.0 1973 8179158.0 Vinyl 4/20/17 19:05 NaN NaN NaN 5.0 NaN 3.95 9.99 20.00 Rock Progressive Rock Atlantic None None None
4 18 SD 2-908 Yes Yes Tales From Topographic Oceans Atlantic 2xLP, Album, Gat NaN 1973 8535940.0 Vinyl 2/22/20 15:50 NaN NaN NaN 5.5 NaN 7.99 13.49 20.00 Rock Progressive Rock Atlantic None None None

Export for inspection

Label Sorting

Label must be sorted. There is an issue like this where Svart Records is placed before 20 Buck Spin

ID Catalog# Artist Artist2 Title Label Format Rating Released release_id CollectionFolder Date Added Collection Media Condition Collection Sleeve Condition Collection Notes Collection Cost Collection Autographed Min Median Max Genre Subgenre Label1 Label2 Label3 Label4
154 88 SPIN065 Mournful Congregation Mournful Congregation Concrescence Of The Sophia 20 Buck Spin LP, MiniAlbum NaN 2014 5807031.0 Vinyl 6/3/18 15:21 NaN NaN NaN 17.0 NaN 6.00 9.00 15.99 Metal Doom Metal 20 Buck Spin None None None
215 156 SPIN075 Khemmis Khemmis Absolution 20 Buck Spin LP, Album, RP NaN 2015 8551023.0 Vinyl 1/18/17 15:05 NaN NaN NaN 18.0 Yes 10.00 19.49 24.99 Metal Doom Metal 20 Buck Spin None None None
239 213 SPIN048 Pallbearer Pallbearer Sorrow And Extinction 20 Buck Spin 2xLP, Album, RP, Blu 4.0 2015 6825240.0 Vinyl 2/26/16 11:05 NaN NaN NaN 15.0 NaN 20.00 29.43 36.30 Metal Doom Metal 20 Buck Spin None None None
259 157 SPIN076 Khemmis Khemmis Hunted 20 Buck Spin LP, Album NaN 2016 9222656.0 Vinyl 1/18/17 15:05 NaN NaN NaN 18.0 Yes 10.00 15.00 23.33 Metal Doom Metal 20 Buck Spin None None None
283 14 SVART003, SPIN 080 Oranssi Pazuzu Oranssi Pazuzu V√§r√§htelij√§ Svart Records, 20 Buck Spin 2xLP, Ltd, Blu NaN 2016 11636087.0 Vinyl 2/22/20 15:59 NaN NaN NaN 25.0 NaN 20.00 24.17 26.37 Metal Black Metal Svart Records 20 Buck Spin None None
285 133 SPIN072 Obsequiae Obsequiae Aria Of Vernal Tombs 20 Buck Spin LP, Album, Cle NaN 2016 8556349.0 Vinyl 4/27/17 18:58 NaN NaN NaN 15.0 NaN 20.78 28.50 36.66 Metal Black Metal 20 Buck Spin None None None
311 91 SPIN091 Acephalix Acephalix Decreation 20 Buck Spin LP, Album NaN 2017 10946608.0 Vinyl 5/29/18 18:20 NaN NaN NaN 15.0 NaN 11.90 18.50 27.47 Metal Death Metal 20 Buck Spin None None None
322 71 SVR226, SPIN059 Oranssi Pazuzu Oranssi Pazuzu Valonielu Svart Records, 20 Buck Spin LP, Album, RE NaN 2017 10341101.0 Vinyl 12/18/18 14:36 NaN NaN NaN 15.0 NaN 18.71 22.06 26.56 Metal Black Metal Svart Records 20 Buck Spin None None
346 73 SPIN093 Spirit Adrift Spirit Adrift Curse Of Conception 20 Buck Spin LP, Album, Oli NaN 2018 12305606.0 Vinyl 12/18/18 12:39 NaN NaN NaN 15.0 NaN 12.00 21.00 23.99 Metal Doom Metal 20 Buck Spin None None None
350 79 SPIN081, OPLP338 Mournful Congregation Mournful Congregation The Incubus Of Karma 20 Buck Spin, Osmose Productions 2xLP, Album, Ltd 5.0 2018 11750808.0 Vinyl 8/4/18 8:30 NaN NaN NaN 27.0 Yes 14.00 20.32 23.91 Metal Doom Metal 20 Buck Spin Osmose Productions None None
355 53 SPIN045, OPLP264 Mournful Congregation Mournful Congregation The Book Of Kings 20 Buck Spin, Osmose Productions 2xLP, Album, RP NaN 2018 13018313.0 Vinyl 5/27/19 12:39 NaN NaN NaN 16.0 NaN 15.00 19.75 26.30 Metal Doom Metal 20 Buck Spin Osmose Productions None None
369 74 SPIN101LP Tomb Mold Tomb Mold Manor Of Infinite Forms 20 Buck Spin LP, Album, Ltd, Ora NaN 2018 12090041.0 Vinyl 8/16/18 12:47 NaN NaN NaN 15.0 NaN 23.40 35.00 50.00 Metal Death Metal 20 Buck Spin None None None
388 36 SPIN112 Immortal Bird Immortal Bird Thrive On Neglect 20 Buck Spin LP, Album, Ltd NaN 2019 13835380.0 Vinyl 7/21/19 20:18 NaN NaN NaN 21.0 Yes 19.98 24.49 29.00 Metal Black Metal 20 Buck Spin None None None
402 10 SPIN114 Tomb Mold Tomb Mold Planetary Clairvoyance 20 Buck Spin LP, Album, Ltd, Sil NaN 2019 13909660.0 Vinyl 2/22/20 16:07 NaN NaN NaN 20.0 Yes NaN NaN NaN Metal Death Metal 20 Buck Spin None None None
283    Svart Records, 20 Buck Spin
322    Svart Records, 20 Buck Spin
393               Roadburn Records
Name: Label, dtype: object
['Svart Records', '20 Buck Spin']

Sort like this

['20 Buck Spin', 'Svart Records']

Drop column

Create new columns:

  • Artist - Label
  • pct_profit_min
  • pct_profit_median
  • pct_profit_max
Artist Label Record
0 Yes Atlantic Yes - The Yes Album
1 Mastodon Relapse Records Mastodon - Remission
2 The Dave Brubeck Quartet Columbia The Dave Brubeck Quartet - Time Out
3 Yes Atlantic Yes - Yessongs
4 Yes Atlantic Yes - Tales From Topographic Oceans

Run Pandas Profiler


Here are some interesting information about my record collection:

1) I purchased around 408 albums in vinyl, CD, and tape format.
2) I have 188 unique artists in my collection. I also have 10 artists that collaborated with others.
3) My top five bands are:

Artist2 Count Percentage
Opeth 19 4.7%
Cult Of Luna 16 3.9%
Isis (6) 12 2.9%
Panopticon (6) 11 2.7%
Between The Buried And Me 10 2.5%

4) I own 388 distinct albums.
5) In my collection, 84.3% are vinyl and 15.4\% are CD. I have 2 Tapes.

6) My top 5 genres are:

Genre Count Percentage
Metal 358 87.7%
Rock 31 7.6%
Electronic 12 2.9%
Pop 3 0.7%
Hip Hop 2 0.5%

7) My top 5 subgenres are:

Genre Count Percentage
Black Metal 83 20.3%
Progressive Metal 62 15.2%
Post Metal 61 15.0%
Djent 26 6.4%
Sludge Metal 26 6.4%

7) I typically pay \$15 (50 or 12.3\%) for a record. The next is \\$20 (49 or 12.0\%).
8) The most frequent album sold at the _Max_ price is \$29.99 (12 or 2.9\%). Next is \\$39.99 (9 or 2.2\%).

9) My top five record labels are:

Label Count Percentage
Relapse Records 23 5.6%
Century Media 17 4.2%
Prosthetic Records 13 3.2%
Hydra Head Records 12 2.9%
20 Buck Spin 10 2.5%

10) Most albums I buy were released in the last several years:

Year Count Percentage
2014 61 15.0%
2013 55 13.5%
2016 52 12.7%
2015 48 11.8%
2017 40 9.8%

Get summary statistics

ID Released release_id Collection_Cost _Min_ _Median_ _Max_
count 408.000000 408.000000 4.070000e+02 408.000000 392.000000 392.000000 392.000000
mean 204.504902 2013.164216 7.330329e+06 18.528627 17.322449 25.659311 38.255561
std 117.932184 7.567225 3.417850e+06 14.222461 22.008193 29.396237 47.702644
min 1.000000 1961.000000 3.764730e+05 0.000000 0.860000 2.250000 2.990000
25% 102.750000 2013.000000 4.823426e+06 12.000000 8.000000 14.037500 20.000000
50% 204.500000 2015.000000 6.820328e+06 17.000000 14.980000 21.990000 29.260000
75% 306.250000 2017.000000 9.817652e+06 23.000000 21.210000 29.862500 40.000000
max 409.000000 2020.000000 1.473373e+07 232.000000 389.000000 514.170000 799.990000

Run correlation

<matplotlib.axes._subplots.AxesSubplot at 0x1273eb610>

Plot boxplot of the collection cost, minimum sold, median sold, and max sold.

<matplotlib.axes._subplots.AxesSubplot at 0x12d48fbd0>

Remove outlier

<matplotlib.axes._subplots.AxesSubplot at 0x12d493210>
<matplotlib.axes._subplots.AxesSubplot at 0x12d2c4890>
index 0
0 Collection_Cost 7559.68
1 _Min_ 6790.40
2 _Median_ 10058.45
3 _Max_ 14996.18
I spent $ 7559.679999999999  on music that is recorded on Discogs. 
 
My collection is worth $ 10058.45
index 0
0 Collection_Cost 18.528627
1 _Min_ 17.322449
2 _Median_ 25.659311
3 _Max_ 38.255561
I spent on averege $ 18.53  on per album that is recorded on Discogs. 
 
My average collection is worth $ 25.66

What is the most expensive record I bought?

ID Catalog# Artist Artist2 Title Label Format Released release_id CollectionFolder Date_Added Collection_Cost Collection_Autographed _Min_ _Median_ _Max_ Genre Subgenre Label1 Label2 Label3 Label4 Record
302 187 NB 3446-5, 3446-5 Meshuggah Meshuggah 25 Years Of Musical Deviance Nuclear Blast, Nuclear Blast Box, Comp, Ltd + 12", EP, RE, Cle + 2xLP, Albu... 2016 8808750.0 Vinyl 7/28/16 20:17 232.0 No 389.0 514.17 799.99 Metal Djent Nuclear Blast Nuclear Blast None None Meshuggah - 25 Years Of Musical Deviance
Artist Title Format Collection_Cost _Median_ Genre Subgenre
302 Meshuggah 25 Years Of Musical Deviance Box, Comp, Ltd + 12", EP, RE, Cle + 2xLP, Albu... 232.0 514.17 Metal Djent
This record has 7 full length albums and 3 EPs plus a DVD and a lyric book

The most expensive record I own is the Meshuggah - 25 Years Of Musical Deviance, Boxset.

What is the least expensive record I own?

ID Catalog# Artist Artist2 Title Label Format Released release_id CollectionFolder Date_Added Collection_Cost Collection_Autographed _Min_ _Median_ _Max_ Genre Subgenre Label1 Label2 Label3 Label4 Record
87 189 Relic 009 Bunrage / Footpaths Bunrage / Footpaths Untitled Haute Magie LP, Cle 2012 3469073.0 Vinyl 6/18/16 13:22 0.0 No NaN NaN NaN Folk Folk Haute Magie None None None Bunrage / Footpaths - Untitled
Artist Title Format Collection_Cost _Median_ Genre Subgenre
87 Bunrage / Footpaths Untitled LP, Cle 0.0 NaN Folk Folk
I got this record for free from a friend

What is the least expensive record I bought?

Artist Title Format Collection_Cost _Median_ Genre Subgenre
13 Whitesnake Whitesnake LP, Album 0.5 9.05 Rock Classic Rock
17 Wyclef Jean The Preacher's Son 2xLP, Promo 0.5 3.88 Hip Hop Hip Hop

I bought Wyclef Jean 2xLP at the basement of Dusty Groove for 50 cents.

What are the top 10 records I spent the most?

CollectionFolder Record Genre Subgenre Collection_Autographed Collection_Cost _Min_ _Median_ _Max_
302 Vinyl Meshuggah - 25 Years Of Musical Deviance Metal Djent No 232.0 389.00 514.17 799.99
54 Vinyl Opeth - In Live Concert At The Royal Albert Hall Metal Progressive Metal No 66.0 85.99 117.83 141.76
394 Vinyl Cult Of Luna - A Dawn To Fear Metal Post Metal No 66.0 27.47 54.74 58.23
201 Vinyl Mastodon - Remission Metal Sludge Metal No 55.0 45.00 81.97 143.90
254 Vinyl Opeth - Book Of Opeth Metal Progressive Metal No 50.0 6.57 59.28 97.80
288 Vinyl Cult Of Luna - Salvation Metal Post Metal No 45.0 24.00 51.12 56.18
294 Vinyl Cult Of Luna - Somewhere Along The Highway Metal Post Metal No 45.0 28.00 59.20 79.99
303 Vinyl Sioum - Yet Further Metal Progressive Metal No 40.0 NaN NaN NaN
122 Vinyl Opeth - Ghost Reveries Metal Progressive Metal No 40.0 20.00 24.98 32.18
202 Vinyl Leprous - Bilateral Metal Progressive Metal Yes 40.0 50.00 111.52 155.02
CollectionFolder Record Genre Subgenre Collection_Autographed Collection_Cost _Min_ _Median_ _Max_
302 Vinyl Meshuggah - 25 Years Of Musical Deviance Metal Djent No 232.0 389.00 514.17 799.99
54 Vinyl Opeth - In Live Concert At The Royal Albert Hall Metal Progressive Metal No 66.0 85.99 117.83 141.76
394 Vinyl Cult Of Luna - A Dawn To Fear Metal Post Metal No 66.0 27.47 54.74 58.23
201 Vinyl Mastodon - Remission Metal Sludge Metal No 55.0 45.00 81.97 143.90
254 Vinyl Opeth - Book Of Opeth Metal Progressive Metal No 50.0 6.57 59.28 97.80
288 Vinyl Cult Of Luna - Salvation Metal Post Metal No 45.0 24.00 51.12 56.18
294 Vinyl Cult Of Luna - Somewhere Along The Highway Metal Post Metal No 45.0 28.00 59.20 79.99
303 Vinyl Sioum - Yet Further Metal Progressive Metal No 40.0 NaN NaN NaN
122 Vinyl Opeth - Ghost Reveries Metal Progressive Metal No 40.0 20.00 24.98 32.18
202 Vinyl Leprous - Bilateral Metal Progressive Metal Yes 40.0 50.00 111.52 155.02
310 CD Cult Of Luna - Years In A Day Metal Post Metal No 40.0 11.65 20.50 32.99
168 CD Skyharbor - Guiding Lights Metal Djent Yes 30.0 10.00 11.83 14.86
107 CD Tesseract - Altered State Metal Djent No 17.0 13.00 32.00 39.99
88 CD Scale The Summit - The Migration Metal Progressive Metal No 15.0 2.00 7.07 11.54
18 CD Kayo Dot - Choirs Of The Eye Metal Progressive Metal Yes 15.0 6.66 10.19 16.37
151 CD Cynic (2) - Kindly Bent To Free Us Metal Progressive Metal No 14.0 5.33 7.38 17.17
30 CD Cynic (2) - Traced In Air Metal Progressive Metal No 14.0 6.00 9.63 14.43
61 CD Cynic (2) - Carbon-Based Anatomy Metal Progressive Metal No 12.0 4.95 7.00 9.81
94 CD The Ocean (2) - Pelagial Metal Post Metal No 12.0 7.69 12.50 14.99
58 CD TesseracT - One Metal Djent No 11.0 3.00 11.00 16.99
398 Tape Krallice - Rot And Waste Live Metal Black Metal No 10.0 NaN NaN NaN

What are the top 10 bands with the most expensive records purchased?

Plot top 10 bands that I purchased the most by cost

Artist2 Title Label Collection_Cost _Min_ _Median_ _Max_
35 Cult Of Luna 16 7 552.75 390.58 576.84 795.90
105 Opeth 19 13 533.00 419.55 660.02 1013.97
88 Meshuggah 2 1 260.00 403.00 546.67 839.98
111 Panopticon (6) 11 4 238.25 205.87 285.85 406.34
73 Isis (6) 12 4 217.00 214.61 317.39 492.03
38 Deathspell Omega 9 3 190.00 152.34 215.67 355.69
87 Mastodon 9 5 177.00 124.95 236.89 409.37
15 Between The Buried And Me 10 2 157.50 234.89 333.08 544.67
155 Thou (2) 9 9 137.00 123.96 180.03 246.03
112 Perturbator 5 2 130.00 116.89 178.00 261.04

What the most records purchased by the Top 10 bands?

Artist2 Title Label Collection_Cost _Min_ _Median_ _Max_
105 Opeth 19 13 533.00 419.55 660.02 1013.97
35 Cult Of Luna 16 7 552.75 390.58 576.84 795.90
73 Isis (6) 12 4 217.00 214.61 317.39 492.03
111 Panopticon (6) 11 4 238.25 205.87 285.85 406.34
15 Between The Buried And Me 10 2 157.50 234.89 333.08 544.67
87 Mastodon 9 5 177.00 124.95 236.89 409.37
38 Deathspell Omega 9 3 190.00 152.34 215.67 355.69
155 Thou (2) 9 9 137.00 123.96 180.03 246.03
80 Krallice 6 2 126.00 93.87 135.20 143.58
186 Yes 6 1 28.00 21.82 46.15 105.74

What are the top 10 most valuable record by min?

Record Collection_Cost _Min_ _Median_ _Max_
302 Meshuggah - 25 Years Of Musical Deviance 232.0 389.00 514.17 799.99
54 Opeth - In Live Concert At The Royal Albert Hall 66.0 85.99 117.83 141.76
142 Haken (2) - The Mountain 22.0 64.84 81.20 109.88
86 Between The Buried And Me - The Parallax II: F... 30.0 60.00 70.00 113.64
341 Yellow Eyes (2) - Immersion Trench Reverie 15.0 60.00 69.50 79.00
340 Isis (6) - Live VII - 02.25.10 18.0 60.00 65.96 90.00
141 Opeth - Heritage 40.0 54.95 75.92 100.00
140 Between The Buried And Me - The Anatomy Of 21.0 54.95 78.50 165.00
139 Leprous - Coal 20.0 54.93 59.44 87.91
202 Leprous - Bilateral 40.0 50.00 111.52 155.02

What are the top 10 most valuable record by median?

Record Title Subgenre Collection_Cost _Min_ _Median_ _Max_
302 Meshuggah - 25 Years Of Musical Deviance 25 Years Of Musical Deviance Djent 232.0 389.00 514.17 799.99
54 Opeth - In Live Concert At The Royal Albert Hall In Live Concert At The Royal Albert Hall Progressive Metal 66.0 85.99 117.83 141.76
202 Leprous - Bilateral Bilateral Progressive Metal 40.0 50.00 111.52 155.02
201 Mastodon - Remission Remission Sludge Metal 55.0 45.00 81.97 143.90
142 Haken (2) - The Mountain The Mountain Progressive Metal 22.0 64.84 81.20 109.88
140 Between The Buried And Me - The Anatomy Of The Anatomy Of Progressive Metal 21.0 54.95 78.50 165.00
203 Ne Obliviscaris - Portal Of I Portal Of I Progressive Metal 30.0 50.00 77.81 250.00
141 Opeth - Heritage Heritage Progressive Metal 40.0 54.95 75.92 100.00
86 Between The Buried And Me - The Parallax II: F... The Parallax II: Future Sequence Progressive Metal 30.0 60.00 70.00 113.64
341 Yellow Eyes (2) - Immersion Trench Reverie Immersion Trench Reverie Black Metal 15.0 60.00 69.50 79.00

What are the top 10 most valuable record by max?

Record Collection_Cost _Min_ _Median_ _Max_
302 Meshuggah - 25 Years Of Musical Deviance 232.0 389.00 514.17 799.99
203 Ne Obliviscaris - Portal Of I 30.0 50.00 77.81 250.00
81 Gorod - A Perfect Absolution 12.0 19.99 48.05 199.98
140 Between The Buried And Me - The Anatomy Of 21.0 54.95 78.50 165.00
202 Leprous - Bilateral 40.0 50.00 111.52 155.02
201 Mastodon - Remission 55.0 45.00 81.97 143.90
54 Opeth - In Live Concert At The Royal Albert Hall 66.0 85.99 117.83 141.76
2 The Dave Brubeck Quartet - Time Out 20.0 5.07 26.50 130.00
248 Opeth - Deliverance & Damnation 36.0 33.03 58.44 119.99
194 Opeth - Watershed 30.0 25.00 55.00 119.00

The Meshuggah boxset was sold for 514.17 and I bought it for 232.

What are the Top 10 albums sold by average?

Artist2 Title Label Collection_Cost _Min_ _Median_ _Max_
88 Meshuggah 2 1 130.000000 201.500000 273.335000 419.990000
83 Leprous 3 2 28.000000 42.586667 67.493333 95.106667
96 Ne Obliviscaris 2 2 25.000000 37.000000 54.520000 144.230000
150 The Contortionist (2) 4 3 20.625000 30.247500 54.057500 68.232500
3 Altar Of Plagues 1 1 36.500000 40.000000 49.990000 82.050000
56 Gojira (2) 1 1 30.000000 33.000000 48.490000 65.000000
185 Yellow Eyes (2) 2 1 16.500000 41.995000 47.075000 52.495000
31 Cloudkicker 1 1 15.000000 30.000000 46.980000 55.000000
171 Vildhjarta 2 2 17.500000 25.495000 46.385000 59.990000
12 Baroness 3 2 17.543333 29.680000 45.973333 66.583333

What are the Top 10 albums sold by max?

Artist2 Title Label Collection_Cost _Min_ _Median_ _Max_
88 Meshuggah 2 1 130.000 201.500000 273.335000 419.990000
96 Ne Obliviscaris 2 2 25.000 37.000000 54.520000 144.230000
151 The Dave Brubeck Quartet 1 1 20.000 5.070000 26.500000 130.000000
58 Gorod 2 1 14.000 15.995000 35.275000 114.990000
83 Leprous 3 2 28.000 42.586667 67.493333 95.106667
3 Altar Of Plagues 1 1 36.500 40.000000 49.990000 82.050000
1 Agalloch 1 1 30.000 16.000000 35.000000 70.650000
41 Devourment 1 1 13.630 20.000000 31.000000 69.990000
23 Carpenter Brut 1 1 36.000 32.610000 35.850000 69.980000
150 The Contortionist (2) 4 3 20.625 30.247500 54.057500 68.232500
Artist2 Title Collection_Cost _Min_ _Median_ _Max_
54 Opeth In Live Concert At The Royal Albert Hall 66.0 85.99 117.83 141.76
248 Opeth Deliverance & Damnation 36.0 33.03 58.44 119.99
194 Opeth Watershed 30.0 25.00 55.00 119.00
141 Opeth Heritage 40.0 54.95 75.92 100.00
254 Opeth Book Of Opeth 50.0 6.57 59.28 97.80
131 Opeth Morningrise 6.0 26.00 35.00 65.21
32 Opeth Orchid 22.0 19.47 32.61 43.48
238 Opeth The Roundhouse Tapes 30.0 20.00 26.26 42.50
33 Opeth My Arms, Your Hearse 6.0 20.00 33.33 41.11
273 Opeth Lamentations Live At Shepherd's Bush Empire 30.0 15.05 28.05 39.98
52 Opeth Blackwater Park 31.0 26.19 31.99 39.98
187 Opeth Pale Communion 29.0 18.89 20.55 33.32
122 Opeth Ghost Reveries 40.0 20.00 24.98 32.18
277 Opeth Sorceress 20.0 18.67 24.00 31.00
82 Opeth Still Life 32.0 20.31 21.18 30.99
21 Opeth Lamentations - Live At Shepherd's Bush Empire ... 6.0 4.99 6.40 19.00
48 Opeth The Roundhouse Tapes 9.0 4.44 9.20 16.67
399 Opeth In Cauda Venenum 25.0 NaN NaN NaN
400 Opeth In Cauda Venenum 25.0 NaN NaN NaN

Label Analysis

Label Artist2 Title Collection_Cost _Min_ _Median_ _Max_
113 Relapse Records 13 23 451.27 374.98 591.73 943.35
104 Nuclear Blast, Nuclear Blast 3 4 289.50 427.74 579.53 885.80
23 Century Media 10 17 346.00 275.26 458.06 650.54
17 Blood Music (2) 5 9 260.00 268.74 429.77 748.10
109 Prosthetic Records 6 13 221.00 164.36 271.41 391.61

Which record labels did I spend the most?

Label Artist2 Title Collection_Cost _Min_ _Median_ _Max_
113 Relapse Records 13 23 451.27 374.98 591.73 943.35
23 Century Media 10 17 346.00 275.26 458.06 650.54
104 Nuclear Blast, Nuclear Blast 3 4 289.50 427.74 579.53 885.80
17 Blood Music (2) 5 9 260.00 268.74 429.77 748.10
41 Earache 4 9 230.74 160.17 260.32 319.41
109 Prosthetic Records 6 13 221.00 164.36 271.41 391.61
66 Indie Recordings 1 5 175.00 124.12 170.59 269.45
52 Gilead Media 4 9 172.50 200.85 260.41 300.35
1 20 Buck Spin 8 10 169.00 134.06 200.41 267.73
91 Nordvis Produktion, Bindrune Recordings 3 7 164.00 170.63 214.93 296.49
Index(['ID', 'Catalog#', 'Artist', 'Artist2', 'Title', 'Label', 'Format',
       'Released', 'release_id', 'CollectionFolder', 'Date_Added',
       'Collection_Cost', 'Collection_Autographed', '_Min_', '_Median_',
       '_Max_', 'Genre', 'Subgenre', 'Label1', 'Label2', 'Label3', 'Label4',
       'Record'],
      dtype='object')
0    07/2019
1    12/2016
2    05/2014
3    04/2017
4    02/2020
Name: Date_Added, dtype: object

Time Series

Group data by Released and Date_Added then get sum by Collection_Cost, _Min_, _Median_, and _Max_.

Released Date_Added Collection_Cost Artist Artist2 Title _Min_ _Median_ _Max_
60 2012 01/2014 12.00 1 1 1 4.66 12.05 19.69
73 2013 01/2014 68.00 4 4 5 106.05 161.86 223.85
48 2011 01/2014 8.00 1 1 1 8.86 11.09 15.38
92 2014 01/2015 52.00 2 2 2 28.50 72.73 95.91
127 2016 01/2016 20.72 1 1 1 16.56 23.66 33.00

Plot Date_Added over Collection_Cost

Plot Date_Added over Title

Plot Date_Added over Artist2

There were some days that I logged many records at once on discogs.

Group data by Released

Released Artist2 Title CollectionFolder Genre Subgenre Collection_Cost _Min_ _Median_ _Max_
0 1961 1 1 1 1 1 20.0 5.07 26.50 130.00
1 1971 1 1 1 1 1 5.5 2.25 3.87 10.00
2 1973 2 2 2 2 2 10.5 11.94 23.48 40.00
3 1974 1 1 1 1 1 4.0 1.13 7.00 30.74
4 1975 1 1 1 1 1 12.0 10.00 17.00 25.00
count      32.0000
mean     1998.2500
std        17.5683
min      1961.0000
25%      1979.7500
50%      2004.5000
75%      2012.2500
max      2020.0000
Name: Released, dtype: float64
<seaborn.axisgrid.FacetGrid at 0x12ee73610>
<seaborn.axisgrid.FacetGrid at 0x12ce6bfd0>
<seaborn.axisgrid.FacetGrid at 0x12cd35c90>
<seaborn.axisgrid.FacetGrid at 0x12de77b90>
<seaborn.axisgrid.FacetGrid at 0x12cdbf150>

Genre and Subgenre analysis

Metal         358
Rock           31
Electronic     12
Pop             3
Hip Hop         2
Jazz            1
Folk            1
Name: Genre, dtype: int64

Remove records less than 2

['Metal', 'Rock', 'Electronic', 'Pop']
ID Catalog# Artist Artist2 Title Label Format Released release_id CollectionFolder Date_Added Collection_Cost Collection_Autographed _Min_ _Median_ _Max_ Genre Subgenre Label1 Label2 Label3 Label4 Record
0 33 SD 8283 Yes Yes The Yes Album Atlantic LP, Album, RE, PR; 1971 7116823.0 Vinyl 07/2019 5.5 No 2.25 3.87 10.00 Rock Progressive Rock Atlantic None None None Yes - The Yes Album
1 165 RR 6583-1 Mastodon Mastodon Remission Relapse Records 2x12", Album, RE, RM, RP 2017 8863478.0 Vinyl 12/2016 15.0 No 7.99 21.67 30.19 Metal Sludge Metal Relapse Records None None None Mastodon - Remission
3 142 SD 3-100 Yes Yes Yessongs Atlantic 3xLP, Album 1973 8179158.0 Vinyl 04/2017 5.0 No 3.95 9.99 20.00 Rock Progressive Rock Atlantic None None None Yes - Yessongs
4 18 SD 2-908 Yes Yes Tales From Topographic Oceans Atlantic 2xLP, Album, Gat 1973 8535940.0 Vinyl 02/2020 5.5 No 7.99 13.49 20.00 Rock Progressive Rock Atlantic None None None Yes - Tales From Topographic Oceans
5 340 SD 18122 Yes Yes Relayer Atlantic LP, Album, Gat 1974 755646.0 Vinyl 09/2014 4.0 No 1.13 7.00 30.74 Rock Progressive Rock Atlantic None None None Yes - Relayer
Metal         357
Rock           31
Electronic     12
Pop             3
Name: Genre, dtype: int64

Boxplot Genre by Collection_Cost, Min, Median, and Max

Subgenre Analysis

Black Metal              83
Progressive Metal        62
Post Metal               61
Djent                    26
Sludge Metal             26
Death Metal              21
Doom Metal               17
Grindcore                16
Technical Death Metal    15
Hardcore                 13
Outrun                    9
Progressive Rock          7
Heavy Metal               7
Alternative Rock          6
Thrash Metal              5
Grunge                    3
Synthpop                  3
Folk                      3
Classic Rock              3
Shoegaze                  2
Post Hardcore             2
Hip Hop                   2
Stoner Metal              2
Psychdelic                2
Melodic Death Metal       2
Pop                       2
Rock                      1
Synthwave                 1
Metalcore                 1
Noise Rock                1
Post Rock                 1
Jazz                      1
Gothic Metal              1
Name: Subgenre, dtype: int64
['Black Metal',
 'Progressive Metal',
 'Post Metal',
 'Djent',
 'Sludge Metal',
 'Death Metal',
 'Doom Metal',
 'Grindcore',
 'Technical Death Metal',
 'Hardcore',
 'Outrun',
 'Progressive Rock',
 'Heavy Metal',
 'Alternative Rock']
ID Catalog# Artist Artist2 Title Label Format Released release_id CollectionFolder Date_Added Collection_Cost Collection_Autographed _Min_ _Median_ _Max_ Genre Subgenre Label1 Label2 Label3 Label4 Record
0 33 SD 8283 Yes Yes The Yes Album Atlantic LP, Album, RE, PR; 1971 7116823.0 Vinyl 07/2019 5.5 No 2.25 3.87 10.00 Rock Progressive Rock Atlantic None None None Yes - The Yes Album
1 165 RR 6583-1 Mastodon Mastodon Remission Relapse Records 2x12", Album, RE, RM, RP 2017 8863478.0 Vinyl 12/2016 15.0 No 7.99 21.67 30.19 Metal Sludge Metal Relapse Records None None None Mastodon - Remission
3 142 SD 3-100 Yes Yes Yessongs Atlantic 3xLP, Album 1973 8179158.0 Vinyl 04/2017 5.0 No 3.95 9.99 20.00 Rock Progressive Rock Atlantic None None None Yes - Yessongs
4 18 SD 2-908 Yes Yes Tales From Topographic Oceans Atlantic 2xLP, Album, Gat 1973 8535940.0 Vinyl 02/2020 5.5 No 7.99 13.49 20.00 Rock Progressive Rock Atlantic None None None Yes - Tales From Topographic Oceans
5 340 SD 18122 Yes Yes Relayer Atlantic LP, Album, Gat 1974 755646.0 Vinyl 09/2014 4.0 No 1.13 7.00 30.74 Rock Progressive Rock Atlantic None None None Yes - Relayer

Boxplot Subgenre by Collection_Cost, Min, Median, and Max

[Text(0, 0, 'Progressive Rock'),
 Text(0, 0, 'Sludge Metal'),
 Text(0, 0, 'Heavy Metal'),
 Text(0, 0, 'Progressive Metal'),
 Text(0, 0, 'Hardcore'),
 Text(0, 0, 'Post Metal'),
 Text(0, 0, 'Alternative Rock'),
 Text(0, 0, 'Grindcore'),
 Text(0, 0, 'Black Metal'),
 Text(0, 0, 'Doom Metal'),
 Text(0, 0, 'Djent'),
 Text(0, 0, 'Technical Death Metal'),
 Text(0, 0, 'Death Metal'),
 Text(0, 0, 'Outrun')]

Reduce to Top 5 subgenres

ID Catalog# Artist Artist2 Title Label Format Released release_id CollectionFolder Date_Added Collection_Cost Collection_Autographed _Min_ _Median_ _Max_ Genre Subgenre Label1 Label2 Label3 Label4 Record
1 165 RR 6583-1 Mastodon Mastodon Remission Relapse Records 2x12", Album, RE, RM, RP 2017 8863478.0 Vinyl 12/2016 15.0 No 7.99 21.67 30.19 Metal Sludge Metal Relapse Records None None None Mastodon - Remission
14 275 RR 6427-2 The Dillinger Escape Plan The Dillinger Escape Plan Calculating Infinity Relapse Records CD, Album 1999 5536513.0 CD 06/2015 1.0 No 0.86 5.51 11.99 Metal Progressive Metal Relapse Records None None None The Dillinger Escape Plan - Calculating Infinity
16 375 IPC-32 Isis (6) Isis (6) Oceanic Ipecac Recordings CD, Album 2002 376473.0 CD 03/2014 7.0 No 4.58 6.33 12.97 Metal Post Metal Ipecac Recordings None None None Isis (6) - Oceanic
18 146 TZ 7092 Kayo Dot Kayo Dot Choirs Of The Eye Tzadik CD, Album, Cre 2003 649369.0 CD 04/2017 15.0 Yes 6.66 10.19 16.37 Metal Progressive Metal Tzadik None None None Kayo Dot - Choirs Of The Eye
20 325 IPC-57 Isis (6) Isis (6) Panopticon Ipecac Recordings CD, Album 2004 377605.0 CD 11/2014 7.0 No 4.55 9.91 11.99 Metal Post Metal Ipecac Recordings None None None Isis (6) - Panopticon

Boxplot Reduced Subgenre by Collection_Cost, Min, Median, and Max

[Text(0, 0, 'Sludge Metal'),
 Text(0, 0, 'Progressive Metal'),
 Text(0, 0, 'Post Metal'),
 Text(0, 0, 'Black Metal'),
 Text(0, 0, 'Djent')]

3D Plot of Collection_Cost, Median, and Max

Plot Collection_Cost vs Median by Subgenre

Plot Collection_Cost, Min, Median, and Max by Subgenre

Distribution Plot Collection Cost by Subgenre

Distribution plot Min by Subgenre

Distribution Plot Median by Subgenre

Distribution Plot Max by Subgenre

Format Analysis

What are my top 10 valuable records by format?

CollectionFolder Record Genre Subgenre Collection_Autographed Collection_Cost _Median_
302 Vinyl Meshuggah - 25 Years Of Musical Deviance Metal Djent No 232.0 514.17
54 Vinyl Opeth - In Live Concert At The Royal Albert Hall Metal Progressive Metal No 66.0 117.83
202 Vinyl Leprous - Bilateral Metal Progressive Metal Yes 40.0 111.52
201 Vinyl Mastodon - Remission Metal Sludge Metal No 55.0 81.97
142 Vinyl Haken (2) - The Mountain Metal Progressive Metal Yes 22.0 81.20
140 Vinyl Between The Buried And Me - The Anatomy Of Metal Progressive Metal No 21.0 78.50
203 Vinyl Ne Obliviscaris - Portal Of I Metal Progressive Metal Yes 30.0 77.81
141 Vinyl Opeth - Heritage Metal Progressive Metal Yes 40.0 75.92
86 Vinyl Between The Buried And Me - The Parallax II: F... Metal Progressive Metal No 30.0 70.00
341 Vinyl Yellow Eyes (2) - Immersion Trench Reverie Metal Black Metal No 15.0 69.50
340 Vinyl Isis (6) - Live VII - 02.25.10 Metal Post Metal No 18.0 65.96
186 Vinyl The Contortionist (2) - Language Metal Djent Yes 15.0 65.11
135 Vinyl Vildhjarta - Thousands Of Evils Metal Djent No 18.0 62.78
250 Vinyl The Contortionist (2) - Exoplanet Metal Djent No 25.5 60.12
138 Vinyl The Contortionist (2) - Intrinsic Metal Djent No 15.0 60.00
139 Vinyl Leprous - Coal Metal Progressive Metal Yes 20.0 59.44
254 Vinyl Opeth - Book Of Opeth Metal Progressive Metal No 50.0 59.28
294 Vinyl Cult Of Luna - Somewhere Along The Highway Metal Post Metal No 45.0 59.20
248 Vinyl Opeth - Deliverance & Damnation Metal Progressive Metal No 36.0 58.44
137 Vinyl Tesseract - Altered State Metal Djent No 20.0 57.77
107 CD Tesseract - Altered State Metal Djent No 17.0 32.00
190 CD Son Of Aurelius - Under A Western Sun Metal Progressive Metal Yes 8.0 21.59
310 CD Cult Of Luna - Years In A Day Metal Post Metal No 40.0 20.50
123 CD Uneven Structure - 8 Metal Djent No 8.0 20.00
177 CD Alterbeast - Immortal Metal Technical Death Metal Yes 10.0 15.55
267 CD Saor - Guardians Metal Black Metal Yes 10.0 14.18
165 CD Saor - Aura Metal Black Metal Yes 10.0 13.33
76 CD Bongripper - The Great Barrier Reefer Metal Doom Metal No 5.0 13.16
38 CD Sólstafir - Köld Metal Post Metal No 5.0 12.78
101 CD Vestiges - The Descent Of Man Metal Black Metal No 8.0 12.68
94 CD The Ocean (2) - Pelagial Metal Post Metal No 12.0 12.50
158 CD Archspire - The Lucid Collective Metal Technical Death Metal No 7.0 11.94
36 CD Xasthur - All Reflections Drained Metal Black Metal No 2.0 11.92
168 CD Skyharbor - Guiding Lights Metal Djent Yes 30.0 11.83
62 CD Fallujah - The Harvest Wombs Metal Technical Death Metal No 10.0 11.49
64 CD Haken (2) - Visions Metal Progressive Metal No 10.0 11.11
65 CD Uneven Structure - Februus Metal Djent No 8.0 11.09
58 CD TesseracT - One Metal Djent No 11.0 11.00
150 CD Bongripper - Hippie Killer Metal Doom Metal No 5.0 10.49
18 CD Kayo Dot - Choirs Of The Eye Metal Progressive Metal Yes 15.0 10.19

Autographed Analysis

CollectionFolder Record Genre Subgenre Collection_Autographed Collection_Cost _Min_ _Median_ _Max_
203 Vinyl Ne Obliviscaris - Portal Of I Metal Progressive Metal Yes 30.0 50.00 77.81 250.00
202 Vinyl Leprous - Bilateral Metal Progressive Metal Yes 40.0 50.00 111.52 155.02
199 Vinyl Isis (6) - Oceanic Metal Post Metal Yes 22.0 29.00 49.49 109.89
142 Vinyl Haken (2) - The Mountain Metal Progressive Metal Yes 22.0 64.84 81.20 109.88
141 Vinyl Opeth - Heritage Metal Progressive Metal Yes 40.0 54.95 75.92 100.00
186 Vinyl The Contortionist (2) - Language Metal Djent Yes 15.0 17.00 65.11 89.95
139 Vinyl Leprous - Coal Metal Progressive Metal Yes 20.0 54.93 59.44 87.91
280 Vinyl Perturbator - The Uncanny Valley Electronic Outrun Yes 30.0 19.63 38.70 79.99
127 Vinyl Intronaut - Valley Of Smoke Metal Post Metal Yes 20.0 22.99 40.00 76.92
128 Vinyl Falls Of Rauros - The Light That Dwells In Rot... Metal Black Metal Yes 18.0 23.07 37.92 66.91
177 CD Alterbeast - Immortal Metal Technical Death Metal Yes 10.0 13.33 15.55 38.89
190 CD Son Of Aurelius - Under A Western Sun Metal Progressive Metal Yes 8.0 20.00 21.59 23.19
267 CD Saor - Guardians Metal Black Metal Yes 10.0 12.09 14.18 18.66
18 CD Kayo Dot - Choirs Of The Eye Metal Progressive Metal Yes 15.0 6.66 10.19 16.37
165 CD Saor - Aura Metal Black Metal Yes 10.0 8.89 13.33 15.38
168 CD Skyharbor - Guiding Lights Metal Djent Yes 30.0 10.00 11.83 14.86
Released Subgenre Artist2 Title Collection_Cost _Min_ _Median_ _Max_
0 1999 Progressive Metal 1 1 1.0 0.86 5.51 11.99
1 2002 Post Metal 1 1 7.0 4.58 6.33 12.97
2 2003 Progressive Metal 1 1 15.0 6.66 10.19 16.37
3 2004 Post Metal 1 1 7.0 4.55 9.91 11.99
4 2004 Progressive Metal 1 1 6.0 4.99 6.40 19.00
Subgenre Black Metal Djent Post Metal Progressive Metal Sludge Metal
Released
2016 194.0 28.0 285.0 197.0 36.0
2017 145.0 82.0 266.0 37.0 15.0
2018 207.0 NaN 79.0 NaN 75.0
2019 384.0 NaN 66.0 50.0 NaN
2020 36.0 NaN NaN NaN NaN
Subgenre Black Metal Djent Post Metal Progressive Metal Sludge Metal
Released
2016 11.0 1.0 11.0 7.0 2.0
2017 8.0 3.0 9.0 2.0 1.0
2018 9.0 NaN 3.0 NaN 5.0
2019 19.0 NaN 1.0 2.0 NaN
2020 2.0 NaN NaN NaN NaN
Released Genre Artist2 Title Collection_Cost _Min_ _Median_ _Max_
0 1961 Jazz 1 1 20.0 5.07 26.50 130.00
1 1971 Rock 1 1 5.5 2.25 3.87 10.00
2 1973 Rock 2 2 10.5 11.94 23.48 40.00
3 1974 Rock 1 1 4.0 1.13 7.00 30.74
4 1975 Rock 1 1 12.0 10.00 17.00 25.00